Overview

Dataset statistics

Number of variables31
Number of observations170884
Missing cells0
Missing cells (%)0.0%
Duplicate rows640
Duplicate rows (%)0.4%
Total size in memory40.4 MiB
Average record size in memory248.0 B

Variable types

NUM30
BOOL1

Reproduction

Analysis started2020-11-05 01:05:14.085856
Analysis finished2020-11-05 01:14:01.107082
Duration8 minutes and 47.02 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Dataset has 640 (0.4%) duplicate rows Duplicates

Variables

Time
Real number (ℝ≥0)

Distinct count78599
Unique (%)46.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean61091.914134734674
Minimum0.0
Maximum120396.0
Zeros2
Zeros (%)< 0.1%
Memory size1.3 MiB

Quantile statistics

Minimum0
5-th percentile11490.15
Q141216.75
median60776
Q378622
95-th percentile115030
Maximum120396
Range120396
Interquartile range (IQR)37405.25

Descriptive statistics

Standard deviation27828.39779
Coefficient of variation (CV)0.4555168745
Kurtosis-0.2886588966
Mean61091.91413
Median Absolute Deviation (MAD)18590
Skewness0.1183511023
Sum1.043963066e+10
Variance774419723.4
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6494726< 0.1%
 
6878025< 0.1%
 
376721< 0.1%
 
377020< 0.1%
 
375019< 0.1%
 
1991219< 0.1%
 
376017< 0.1%
 
3989717< 0.1%
 
7388517< 0.1%
 
376617< 0.1%
 
Other values (78589)17068699.9%
 
ValueCountFrequency (%) 
02< 0.1%
 
12< 0.1%
 
22< 0.1%
 
41< 0.1%
 
72< 0.1%
 
ValueCountFrequency (%) 
1203962< 0.1%
 
1203953< 0.1%
 
1203943< 0.1%
 
1203931< 0.1%
 
1203921< 0.1%
 

V1
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.16985112389082171
Minimum-56.407509631329
Maximum2.43920748106102
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-56.40750963
5-th percentile-2.951040792
Q1-0.9866733174
median-0.1835957091
Q31.184445838
95-th percentile1.906807045
Maximum2.439207481
Range58.84671711
Interquartile range (IQR)2.171119155

Descriptive statistics

Standard deviation1.850531745
Coefficient of variation (CV)-10.89502208
Kurtosis34.03404489
Mean-0.1698511239
Median Absolute Deviation (MAD)1.260847492
Skewness-3.440489308
Sum-29024.83945
Variance3.42446774
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1.24567381977< 0.1%
 
2.05579700676< 0.1%
 
1.30237796560< 0.1%
 
1.33284931245< 0.1%
 
1.0184118240< 0.1%
 
1.33505315439< 0.1%
 
1.31540417236< 0.1%
 
-0.3025206936< 0.1%
 
0.898614274628< 0.1%
 
1.31125848627< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-56.407509631< 0.1%
 
-36.802319911< 0.1%
 
-36.510583171< 0.1%
 
-34.591213471< 0.1%
 
-34.549296091< 0.1%
 
ValueCountFrequency (%) 
2.4392074811< 0.1%
 
2.4305067811< 0.1%
 
2.4225077321< 0.1%
 
2.4017771861< 0.1%
 
2.3992406551< 0.1%
 

V2
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.04076294880030173
Minimum-72.7157275629303
Maximum22.0577289904909
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-72.71572756
5-th percentile-1.89714722
Q1-0.539183606
median0.1096727805
Q30.8042189046
95-th percentile1.801674238
Maximum22.05772899
Range94.77345655
Interquartile range (IQR)1.343402511

Descriptive statistics

Standard deviation1.610872406
Coefficient of variation (CV)39.51805385
Kurtosis109.8811755
Mean0.0407629488
Median Absolute Deviation (MAD)0.6704603726
Skewness-4.526669269
Sum6965.735743
Variance2.594909907
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.166975019577< 0.1%
 
-0.326667773176< 0.1%
 
-0.606529308260< 0.1%
 
0.389198249245< 0.1%
 
1.03666300940< 0.1%
 
0.331464026439< 0.1%
 
-0.0335770857336< 0.1%
 
0.447473606236< 0.1%
 
0.0338961928228< 0.1%
 
0.0750277698427< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-72.715727561< 0.1%
 
-63.344698321< 0.1%
 
-60.464617661< 0.1%
 
-44.639244721< 0.1%
 
-42.172687521< 0.1%
 
ValueCountFrequency (%) 
22.057728991< 0.1%
 
21.467202991< 0.1%
 
19.167239011< 0.1%
 
18.902452841< 0.1%
 
18.183626461< 0.1%
 

V3
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4930290659329952
Minimum-33.6809840183525
Maximum9.38255843282114
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-33.68098402
5-th percentile-1.689012789
Q1-0.06475301975
median0.6233524645
Q31.297350597
95-th percentile2.248766739
Maximum9.382558433
Range43.06354245
Interquartile range (IQR)1.362103617

Descriptive statistics

Standard deviation1.383240455
Coefficient of variation (CV)2.805596162
Kurtosis54.64627982
Mean0.4930290659
Median Absolute Deviation (MAD)0.6799673512
Skewness-3.980565431
Sum84250.7789
Variance1.913354156
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.488305742677< 0.1%
 
-2.75204095676< 0.1%
 
-0.681986192960< 0.1%
 
-2.16559660545< 0.1%
 
-1.68981370740< 0.1%
 
-2.05776277739< 0.1%
 
-0.495757487936< 0.1%
 
-1.08998430636< 0.1%
 
-0.083297005128< 0.1%
 
-1.29283240427< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-33.680984021< 0.1%
 
-32.965345761< 0.1%
 
-32.454198191< 0.1%
 
-31.813585951< 0.1%
 
-31.103684821< 0.1%
 
ValueCountFrequency (%) 
9.3825584331< 0.1%
 
4.226108481< 0.1%
 
4.1878105991< 0.1%
 
4.1017161781< 0.1%
 
4.0791678121< 0.1%
 

V4
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.11742690992041283
Minimum-5.519697123284152
Maximum16.8753440335975
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-5.519697123
5-th percentile-2.070668652
Q1-0.7434745013
median0.1242959697
Q30.93762521
95-th percentile2.498236347
Maximum16.87534403
Range22.39504116
Interquartile range (IQR)1.681099711

Descriptive statistics

Standard deviation1.371906129
Coefficient of variation (CV)11.68306421
Kurtosis2.683171195
Mean0.1174269099
Median Absolute Deviation (MAD)0.8426105914
Skewness0.4837288832
Sum20066.38007
Variance1.882126427
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.635321920777< 0.1%
 
-0.842316033376< 0.1%
 
-1.90460339660< 0.1%
 
-0.306872623845< 0.1%
 
1.31547583340< 0.1%
 
-0.346175355339< 0.1%
 
-0.557087388436< 0.1%
 
-3.21479928236< 0.1%
 
1.25632616928< 0.1%
 
-0.483154333327< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-5.5196971231< 0.1%
 
-5.263067931< 0.1%
 
-5.1759165071< 0.1%
 
-5.1725945391< 0.1%
 
-4.9343279981< 0.1%
 
ValueCountFrequency (%) 
16.875344031< 0.1%
 
16.715537371< 0.1%
 
16.491217171< 0.1%
 
13.14366811< 0.1%
 
12.699541991< 0.1%
 

V5
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.17609392934134283
Minimum-42.1478983728015
Maximum34.8016658766686
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-42.14789837
5-th percentile-1.798996642
Q1-0.82876803
median-0.2262262317
Q30.374477832
95-th percentile1.923351519
Maximum34.80166588
Range76.94956425
Interquartile range (IQR)1.203245862

Descriptive statistics

Standard deviation1.338608725
Coefficient of variation (CV)-7.601674456
Kurtosis51.6827418
Mean-0.1760939293
Median Absolute Deviation (MAD)0.601464918
Skewness-0.5618754324
Sum-30091.63502
Variance1.791873318
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.562776680877< 0.1%
 
2.4630722676< 0.1%
 
1.32662310760< 0.1%
 
2.64135125145< 0.1%
 
1.69843605640< 0.1%
 
2.58323382239< 0.1%
 
2.70504105336< 0.1%
 
2.029931236< 0.1%
 
0.554091347828< 0.1%
 
2.13925691127< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-42.147898371< 0.1%
 
-32.0921291< 0.1%
 
-31.35675011< 0.1%
 
-27.752963661< 0.1%
 
-25.791132331< 0.1%
 
ValueCountFrequency (%) 
34.801665881< 0.1%
 
34.099309341< 0.1%
 
32.91146171< 0.1%
 
31.457046051< 0.1%
 
28.762671291< 0.1%
 

V6
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.05822275579193713
Minimum-26.1605059358433
Maximum22.5292984665587
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-26.16050594
5-th percentile-1.302965085
Q1-0.6911327897
median-0.2026351944
Q30.4491907912
95-th percentile3.181171669
Maximum22.52929847
Range48.6898044
Interquartile range (IQR)1.140323581

Descriptive statistics

Standard deviation1.295128716
Coefficient of variation (CV)22.24437333
Kurtosis11.28854832
Mean0.05822275579
Median Absolute Deviation (MAD)0.5457616798
Skewness1.199012966
Sum9949.337401
Variance1.677358392
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-1.01107261677< 0.1%
 
3.17385642376< 0.1%
 
3.43631244760< 0.1%
 
2.80808376445< 0.1%
 
0.52880654940< 0.1%
 
2.85410199739< 0.1%
 
3.26812962636< 0.1%
 
2.76243958536< 0.1%
 
0.702342332728< 0.1%
 
3.18156392427< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-26.160505941< 0.1%
 
-23.496713931< 0.1%
 
-21.929312291< 0.1%
 
-21.248751621< 0.1%
 
-19.996348541< 0.1%
 
ValueCountFrequency (%) 
22.529298471< 0.1%
 
21.393068761< 0.1%
 
20.379524371< 0.1%
 
18.072031261< 0.1%
 
16.61405411< 0.1%
 

V7
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.08066507553755208
Minimum-43.5572415712451
Maximum36.6772679454031
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-43.55724157
5-th percentile-1.406989513
Q1-0.586310526
median-0.03193040369
Q30.46262271
95-th percentile1.23209105
Maximum36.67726795
Range80.23450952
Interquartile range (IQR)1.048933236

Descriptive statistics

Standard deviation1.208515189
Coefficient of variation (CV)-14.98188877
Kurtosis113.8915291
Mean-0.08066507554
Median Absolute Deviation (MAD)0.5252093512
Skewness-2.446403401
Sum-13784.37077
Variance1.460508962
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0149526614777< 0.1%
 
-0.43212592476< 0.1%
 
-1.14512682760< 0.1%
 
-0.171626636145< 0.1%
 
0.331714502440< 0.1%
 
-0.187547337339< 0.1%
 
-0.534993827336< 0.1%
 
0.593846555136< 0.1%
 
0.155668231628< 0.1%
 
-0.505045118127< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-43.557241571< 0.1%
 
-41.506796081< 0.1%
 
-37.060311461< 0.1%
 
-33.239328171< 0.1%
 
-31.764946491< 0.1%
 
ValueCountFrequency (%) 
36.677267951< 0.1%
 
34.303176861< 0.1%
 
29.205868181< 0.1%
 
28.504065371< 0.1%
 
25.235194991< 0.1%
 

V8
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03222590232851988
Minimum-73.21671845526741
Maximum20.0072083651213
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-73.21671846
5-th percentile-0.8055623184
Q1-0.1626406472
median0.05666308423
Q30.3509949996
95-th percentile1.050630644
Maximum20.00720837
Range93.22392682
Interquartile range (IQR)0.5136356468

Descriptive statistics

Standard deviation1.227626328
Coefficient of variation (CV)38.09439733
Kurtosis268.6136261
Mean0.03222590233
Median Absolute Deviation (MAD)0.2476275446
Skewness-9.491700104
Sum5506.891094
Variance1.5070664
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.160210863377< 0.1%
 
0.727706200776< 0.1%
 
0.959147262160< 0.1%
 
0.683351733645< 0.1%
 
0.364538761640< 0.1%
 
0.685153770439< 0.1%
 
0.556451025536< 0.1%
 
0.808250098436< 0.1%
 
0.196359735728< 0.1%
 
0.804860255427< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-73.216718461< 0.1%
 
-50.943368871< 0.1%
 
-50.688419361< 0.1%
 
-50.420090061< 0.1%
 
-41.484822511< 0.1%
 
ValueCountFrequency (%) 
20.007208371< 0.1%
 
19.587772621< 0.1%
 
19.168327391< 0.1%
 
18.748871951< 0.1%
 
18.709254541< 0.1%
 

V9
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.018873423534429546
Minimum-13.4340663182301
Maximum15.5949946071278
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-13.43406632
5-th percentile-1.779132223
Q1-0.6600926342
median-0.07896510387
Q30.64135067
95-th percentile1.975533805
Maximum15.59499461
Range29.02906093
Interquartile range (IQR)1.301443304

Descriptive statistics

Standard deviation1.152294449
Coefficient of variation (CV)61.05381185
Kurtosis3.850936631
Mean0.01887342353
Median Absolute Deviation (MAD)0.641275362
Skewness0.6145384385
Sum3225.166107
Variance1.327782498
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.170361852277< 0.1%
 
0.608605870376< 0.1%
 
1.67130156460< 0.1%
 
-0.297962001345< 0.1%
 
-0.711797938840< 0.1%
 
-0.286614068639< 0.1%
 
-0.052724038336< 0.1%
 
0.697719595536< 0.1%
 
1.16075853128< 0.1%
 
-0.0740708327527< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-13.434066321< 0.1%
 
-13.320154691< 0.1%
 
-11.126623521< 0.1%
 
-10.842525871< 0.1%
 
-9.4814563341< 0.1%
 
ValueCountFrequency (%) 
15.594994611< 0.1%
 
10.392888821< 0.1%
 
10.370657981< 0.1%
 
10.34840671< 0.1%
 
10.326133051< 0.1%
 

V10
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.029858006421115475
Minimum-24.5882624372475
Maximum23.7451361206545
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-24.58826244
5-th percentile-1.346291891
Q1-0.5192368413
median-0.1114371004
Q30.4083421071
95-th percentile1.462299478
Maximum23.74513612
Range48.33339856
Interquartile range (IQR)0.9275789484

Descriptive statistics

Standard deviation1.096866923
Coefficient of variation (CV)-36.73610713
Kurtosis41.81474364
Mean-0.02985800642
Median Absolute Deviation (MAD)0.4437693811
Skewness0.6407910492
Sum-5102.255569
Variance1.203117046
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.0445745893877< 0.1%
 
-0.0751861699476< 0.1%
 
-1.0229460360< 0.1%
 
-0.652096600445< 0.1%
 
-1.5702882840< 0.1%
 
-0.535902735539< 0.1%
 
-1.09018090636< 0.1%
 
0.00114875453436< 0.1%
 
-0.518258784828< 0.1%
 
-0.217425555627< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-24.588262441< 0.1%
 
-24.403184971< 0.1%
 
-23.228254841< 0.1%
 
-22.187088564< 0.1%
 
-20.949191551< 0.1%
 
ValueCountFrequency (%) 
23.745136121< 0.1%
 
15.331741561< 0.1%
 
15.245685691< 0.1%
 
15.23602821< 0.1%
 
13.811757771< 0.1%
 

V11
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.19292301528925698
Minimum-4.0498949143506096
Maximum12.018913181619899
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-4.049894914
5-th percentile-1.426377861
Q1-0.5654261758
median0.1199779746
Q30.9991483358
95-th percentile1.786288413
Maximum12.01891318
Range16.0688081
Interquartile range (IQR)1.564574512

Descriptive statistics

Standard deviation1.04713098
Coefficient of variation (CV)5.427714149
Kurtosis2.248174694
Mean0.1929230153
Median Absolute Deviation (MAD)0.7758296269
Skewness0.4163350457
Sum32967.45654
Variance1.096483289
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.356749018577< 0.1%
 
0.063504457676< 0.1%
 
-0.191422972760< 0.1%
 
0.418002664945< 0.1%
 
3.46301782140< 0.1%
 
0.332848417639< 0.1%
 
-0.0286089299536< 0.1%
 
-0.111087964236< 0.1%
 
1.60634195128< 0.1%
 
0.131576212927< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-4.0498949142< 0.1%
 
-4.0347178592< 0.1%
 
-3.7902797721< 0.1%
 
-3.6631761171< 0.1%
 
-3.5388931561< 0.1%
 
ValueCountFrequency (%) 
12.018913181< 0.1%
 
11.669204741< 0.1%
 
11.619723481< 0.1%
 
11.277920731< 0.1%
 
11.228470281< 0.1%
 

V12
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.09756721182610377
Minimum-18.683714633344298
Maximum7.848392075644599
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-18.68371463
5-th percentile-2.392201341
Q1-0.5095037166
median0.1108890251
Q30.6173869339
95-th percentile1.261028521
Maximum7.848392076
Range26.53210671
Interquartile range (IQR)1.126890651

Descriptive statistics

Standard deviation1.143028276
Coefficient of variation (CV)-11.71529098
Kurtosis18.11124475
Mean-0.09756721183
Median Absolute Deviation (MAD)0.5501480336
Skewness-2.298801832
Sum-16672.67543
Variance1.30651364
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.0734595173577< 0.1%
 
0.350563573376< 0.1%
 
0.631027341560< 0.1%
 
-0.322436923745< 0.1%
 
0.538411363140< 0.1%
 
-0.268318738539< 0.1%
 
0.0626523474636< 0.1%
 
0.0736565150236< 0.1%
 
-2.52549252528< 0.1%
 
-0.0281461490527< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-18.683714631< 0.1%
 
-18.553697011< 0.1%
 
-18.431131031< 0.1%
 
-18.047596571< 0.1%
 
-17.769143461< 0.1%
 
ValueCountFrequency (%) 
7.8483920761< 0.1%
 
4.8464524091< 0.1%
 
4.5740822411< 0.1%
 
4.4729205841< 0.1%
 
4.4063382211< 0.1%
 

V13
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06494457331078514
Minimum-5.7918812063208405
Maximum4.56900895856606
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-5.791881206
5-th percentile-1.637393891
Q1-0.6268317948
median0.03190727035
Q30.7432523911
95-th percentile1.832175826
Maximum4.569008959
Range10.36089016
Interquartile range (IQR)1.370084186

Descriptive statistics

Standard deviation1.048400762
Coefficient of variation (CV)16.14300793
Kurtosis0.1442451519
Mean0.06494457331
Median Absolute Deviation (MAD)0.6851205743
Skewness0.1348334773
Sum11097.98847
Variance1.099144158
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.517759694277< 0.1%
 
-0.141238322276< 0.1%
 
0.0319072703560< 0.1%
 
-0.143469154645< 0.1%
 
-0.378095384540< 0.1%
 
-0.127614195839< 0.1%
 
-0.238457031536< 0.1%
 
0.0412848295836< 0.1%
 
0.166046773928< 0.1%
 
0.0114597895127< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-5.7918812061< 0.1%
 
-4.0086397921< 0.1%
 
-3.9617575361< 0.1%
 
-3.8886062861< 0.1%
 
-3.8449736121< 0.1%
 
ValueCountFrequency (%) 
4.5690089591< 0.1%
 
4.4695661921< 0.1%
 
4.4654131771< 0.1%
 
4.2628509261< 0.1%
 
4.0993519051< 0.1%
 

V14
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08216699907757485
Minimum-19.2143254902614
Maximum10.5267660517847
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-19.21432549
5-th percentile-1.239924731
Q1-0.3368688193
median0.09302270653
Q30.5280083865
95-th percentile1.57773621
Maximum10.52676605
Range29.74109154
Interquartile range (IQR)0.8648772058

Descriptive statistics

Standard deviation0.9783140565
Coefficient of variation (CV)11.90641094
Kurtosis31.49949932
Mean0.08216699908
Median Absolute Deviation (MAD)0.4322885167
Skewness-2.485184369
Sum14041.02547
Variance0.9570983932
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.406968934477< 0.1%
 
0.690971618476< 0.1%
 
-0.0314253812660< 0.1%
 
-1.15452429645< 0.1%
 
-3.0454951840< 0.1%
 
-0.868299960939< 0.1%
 
0.425500485436< 0.1%
 
0.215738138536< 0.1%
 
2.42801187128< 0.1%
 
-0.112921113627< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-19.214325491< 0.1%
 
-18.822086741< 0.1%
 
-18.493773361< 0.1%
 
-18.39209151< 0.1%
 
-18.049997691< 0.1%
 
ValueCountFrequency (%) 
10.526766051< 0.1%
 
7.7545987481< 0.1%
 
7.6922085441< 0.1%
 
7.6677257511< 0.1%
 
7.5184027811< 0.1%
 

V15
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.13312149033030038
Minimum-4.49894467676621
Maximum5.7845138896294594
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-4.498944677
5-th percentile-1.627015853
Q1-0.4497601828
median0.2442228337
Q30.8282833142
95-th percentile1.466425633
Maximum5.78451389
Range10.28345857
Interquartile range (IQR)1.278043497

Descriptive statistics

Standard deviation0.9505305204
Coefficient of variation (CV)7.14032361
Kurtosis0.2984855386
Mean0.1331214903
Median Absolute Deviation (MAD)0.6320330478
Skewness-0.5386562031
Sum22748.33275
Variance0.9035082702
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1.12414692377< 0.1%
 
1.27525703976< 0.1%
 
1.44662697660< 0.1%
 
1.15763371445< 0.1%
 
1.46891114340< 0.1%
 
1.12853898239< 0.1%
 
1.06935589336< 0.1%
 
1.2452765336< 0.1%
 
1.16978778828< 0.1%
 
1.30000713827< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-4.4989446771< 0.1%
 
-4.199321251< 0.1%
 
-4.1966196951< 0.1%
 
-4.152531761< 0.1%
 
-4.0979471311< 0.1%
 
ValueCountFrequency (%) 
5.784513891< 0.1%
 
4.8036887221< 0.1%
 
4.2791098261< 0.1%
 
4.1985829041< 0.1%
 
4.1530055641< 0.1%
 

V16
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0076480515713394995
Minimum-14.1298545174931
Maximum6.0985294505409
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-14.12985452
5-th percentile-1.475129261
Q1-0.4709897505
median0.06383586921
Q30.527879988
95-th percentile1.280293009
Maximum6.098529451
Range20.22838397
Interquartile range (IQR)0.9988697385

Descriptive statistics

Standard deviation0.8829887916
Coefficient of variation (CV)-115.4527769
Kurtosis14.92189456
Mean-0.007648051571
Median Absolute Deviation (MAD)0.4966033892
Skewness-1.612671499
Sum-1306.929645
Variance0.779669206
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.342469754177< 0.1%
 
-0.37196212576< 0.1%
 
-0.121820378660< 0.1%
 
0.878174917845< 0.1%
 
-0.0297415143340< 0.1%
 
0.786506053739< 0.1%
 
0.640367512536< 0.1%
 
-0.255230524736< 0.1%
 
-1.5323406528< 0.1%
 
0.812807414827< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-14.129854521< 0.1%
 
-13.563272961< 0.1%
 
-13.303887581< 0.1%
 
-13.256833091< 0.1%
 
-13.251541981< 0.1%
 
ValueCountFrequency (%) 
6.0985294511< 0.1%
 
5.4772834281< 0.1%
 
5.0000958871< 0.1%
 
4.8162523031< 0.1%
 
4.6642356751< 0.1%
 

V17
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.04193399131681541
Minimum-25.162799369324798
Maximum9.25352625047285
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-25.16279937
5-th percentile-0.9360238562
Q1-0.4177523703
median-0.01810593447
Q30.4354980927
95-th percentile1.286116514
Maximum9.25352625
Range34.41632562
Interquartile range (IQR)0.853250463

Descriptive statistics

Standard deviation0.9129603355
Coefficient of variation (CV)21.7713675
Kurtosis117.4648758
Mean0.04193399132
Median Absolute Deviation (MAD)0.4230738821
Skewness-5.39609099
Sum7165.848172
Variance0.8334965743
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.374656440177< 0.1%
 
-0.601956802876< 0.1%
 
-0.65140523760< 0.1%
 
0.536917519745< 0.1%
 
3.66458848140< 0.1%
 
0.31643526139< 0.1%
 
-1.07208498536< 0.1%
 
-0.910236503536< 0.1%
 
1.82223449328< 0.1%
 
-0.495483473227< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-25.162799371< 0.1%
 
-24.019098551< 0.1%
 
-23.815635831< 0.1%
 
-23.241597151< 0.1%
 
-22.883998581< 0.1%
 
ValueCountFrequency (%) 
9.253526251< 0.1%
 
9.2070585351< 0.1%
 
8.5381951391< 0.1%
 
7.8933925321< 0.1%
 
7.7666363631< 0.1%
 

V18
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.050947863739716694
Minimum-9.498745921046767
Maximum5.04106918541184
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-9.498745921
5-th percentile-1.410613861
Q1-0.5242012645
median-0.05234757931
Q30.4321177425
95-th percentile1.322483988
Maximum5.041069185
Range14.53981511
Interquartile range (IQR)0.956319007

Descriptive statistics

Standard deviation0.834891772
Coefficient of variation (CV)-16.38717918
Kurtosis3.852543547
Mean-0.05094786374
Median Absolute Deviation (MAD)0.4780668898
Skewness-0.428438344
Sum-8706.174747
Variance0.697044271
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.438992432477< 0.1%
 
-0.0526401462676< 0.1%
 
0.617970476560< 0.1%
 
0.712873012645< 0.1%
 
-0.105189588840< 0.1%
 
0.58785625339< 0.1%
 
-0.068698099636< 0.1%
 
0.485110431536< 0.1%
 
-1.96337314828< 0.1%
 
0.166473111827< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-9.4987459211< 0.1%
 
-9.3351930791< 0.1%
 
-9.2878322141< 0.1%
 
-9.2646087331< 0.1%
 
-9.1705572191< 0.1%
 
ValueCountFrequency (%) 
5.0410691851< 0.1%
 
4.7123975661< 0.1%
 
4.2956482341< 0.1%
 
4.2438412131< 0.1%
 
4.1995911071< 0.1%
 

V19
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.019292740828790195
Minimum-7.21352743017759
Maximum5.2283417900513
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-7.21352743
5-th percentile-1.368089976
Q1-0.4976461253
median-0.02228445655
Q30.4676074118
95-th percentile1.286496901
Maximum5.22834179
Range12.44186922
Interquartile range (IQR)0.9652535371

Descriptive statistics

Standard deviation0.812638784
Coefficient of variation (CV)-42.12147933
Kurtosis1.241443846
Mean-0.01929274083
Median Absolute Deviation (MAD)0.4825807839
Skewness-0.02465372401
Sum-3296.820724
Variance0.6603817932
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.11609078577< 0.1%
 
-0.330590448476< 0.1%
 
0.927600044660< 0.1%
 
0.00677355522545< 0.1%
 
-2.09794432140< 0.1%
 
0.0493500831839< 0.1%
 
0.271314885236< 0.1%
 
0.255267674536< 0.1%
 
-2.14918476828< 0.1%
 
0.175176223627< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-7.213527431< 0.1%
 
-6.9382973181< 0.1%
 
-4.9327330551< 0.1%
 
-4.6760922791< 0.1%
 
-4.6190343421< 0.1%
 
ValueCountFrequency (%) 
5.228341791< 0.1%
 
4.8910624411< 0.1%
 
4.8512551371< 0.1%
 
4.8011225531< 0.1%
 
4.7271898141< 0.1%
 

V20
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.030947637611793713
Minimum-22.8385483047643
Maximum39.4209042482199
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-22.8385483
5-th percentile-0.5180868292
Q1-0.1835864391
median-0.03616300615
Q30.1557753968
95-th percentile0.8553976635
Maximum39.42090425
Range62.25945255
Interquartile range (IQR)0.339361836

Descriptive statistics

Standard deviation0.725833463
Coefficient of variation (CV)23.45359837
Kurtosis203.2725221
Mean0.03094763761
Median Absolute Deviation (MAD)0.166134114
Skewness2.315057544
Sum5288.456106
Variance0.526834216
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.132079724377< 0.1%
 
-0.180370118676< 0.1%
 
0.00575665541960< 0.1%
 
0.053607119345< 0.1%
 
-0.167555416340< 0.1%
 
0.0452174411939< 0.1%
 
0.156089011136< 0.1%
 
0.0169521541836< 0.1%
 
-0.252496771428< 0.1%
 
0.032734124327< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-22.83854831< 0.1%
 
-21.024817091< 0.1%
 
-19.902610791< 0.1%
 
-19.351814911< 0.1%
 
-18.292307971< 0.1%
 
ValueCountFrequency (%) 
39.420904251< 0.1%
 
38.117209131< 0.1%
 
26.237390791< 0.1%
 
24.133894191< 0.1%
 
23.649094571< 0.1%
 

V21
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.028287059527710105
Minimum-34.8303821448146
Maximum27.2028391573154
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-34.83038214
5-th percentile-0.5139306252
Q1-0.2307204588
median-0.05446297802
Q30.1283366038
95-th percentile0.4973081802
Maximum27.20283916
Range62.0332213
Interquartile range (IQR)0.3590570626

Descriptive statistics

Standard deviation0.7437112397
Coefficient of variation (CV)-26.2915712
Kurtosis254.871024
Mean-0.02828705953
Median Absolute Deviation (MAD)0.1789874061
Skewness3.890608365
Sum-4833.80588
Variance0.553106408
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.26258084677< 0.1%
 
0.269764951476< 0.1%
 
-0.0642082814860< 0.1%
 
-0.207432404545< 0.1%
 
-0.0402375927540< 0.1%
 
-0.191819982839< 0.1%
 
0.00734280266636< 0.1%
 
-0.313307445436< 0.1%
 
0.0315107779528< 0.1%
 
-0.342676244727< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-34.830382141< 0.1%
 
-22.889347041< 0.1%
 
-22.797603911< 0.1%
 
-22.757539861< 0.1%
 
-22.66568461< 0.1%
 
ValueCountFrequency (%) 
27.202839166< 0.1%
 
22.614889371< 0.1%
 
22.599543361< 0.1%
 
22.588989471< 0.1%
 
22.580675271< 0.1%
 

V22
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.08374322543180938
Minimum-10.933143697655
Maximum10.5030900899454
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-10.9331437
5-th percentile-1.094206145
Q1-0.5467759277
median-0.06677712907
Q30.3631591716
95-th percentile0.9585720218
Maximum10.50309009
Range21.43623379
Interquartile range (IQR)0.9099350993

Descriptive statistics

Standard deviation0.6673161048
Coefficient of variation (CV)-7.968598073
Kurtosis5.400206257
Mean-0.08374322543
Median Absolute Deviation (MAD)0.4557883067
Skewness-0.3448806009
Sum-14310.37733
Variance0.4453107837
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.816263763277< 0.1%
 
0.844626646876< 0.1%
 
-0.0805870774560< 0.1%
 
-0.692416684245< 0.1%
 
0.0961715739640< 0.1%
 
-0.650117795539< 0.1%
 
-1.06893437836< 0.1%
 
0.250885695136< 0.1%
 
0.278743282928< 0.1%
 
-1.14850355727< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-10.93314371< 0.1%
 
-9.4994229641< 0.1%
 
-8.8870171416< 0.1%
 
-8.5936415651< 0.1%
 
-8.555807931< 0.1%
 
ValueCountFrequency (%) 
10.503090091< 0.1%
 
8.3619851921< 0.1%
 
8.3162754391< 0.1%
 
7.3572551621< 0.1%
 
7.2487626071< 0.1%
 

V23
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.022457631980671855
Minimum-44.807735203791296
Maximum19.002941823292698
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-44.8077352
5-th percentile-0.4479375691
Q1-0.1702968923
median-0.03621289155
Q30.09870377141
95-th percentile0.4584379202
Maximum19.00294182
Range63.81067703
Interquartile range (IQR)0.2690006637

Descriptive statistics

Standard deviation0.5845137978
Coefficient of variation (CV)-26.02740121
Kurtosis447.9306266
Mean-0.02245763198
Median Absolute Deviation (MAD)0.1345141186
Skewness-5.156485118
Sum-3837.649983
Variance0.3416563798
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.14030430277< 0.1%
 
0.0206746676976< 0.1%
 
-0.0729910792760< 0.1%
 
-0.118597511645< 0.1%
 
-0.0925489695840< 0.1%
 
-0.114069463839< 0.1%
 
-0.331599689436< 0.1%
 
0.10379660636< 0.1%
 
-0.0273367871928< 0.1%
 
0.0952788160427< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-44.80773521< 0.1%
 
-26.751118661< 0.1%
 
-25.356744251< 0.1%
 
-22.575000441< 0.1%
 
-20.794422231< 0.1%
 
ValueCountFrequency (%) 
19.002941821< 0.1%
 
18.946734041< 0.1%
 
18.364472271< 0.1%
 
17.297845081< 0.1%
 
15.879421361< 0.1%
 

V24
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.009008545917541678
Minimum-2.83662691870341
Maximum4.02286589044732
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-2.836626919
5-th percentile-1.152945639
Q1-0.3324588795
median0.0594745914
Q30.4158581165
95-th percentile0.9473445154
Maximum4.02286589
Range6.859492809
Interquartile range (IQR)0.748316996

Descriptive statistics

Standard deviation0.5987586224
Coefficient of variation (CV)66.46562363
Kurtosis0.6958064443
Mean0.009008545918
Median Absolute Deviation (MAD)0.3694072613
Skewness-0.5739947898
Sum1539.416361
Variance0.3585118879
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.357827249377< 0.1%
 
0.726211883876< 0.1%
 
1.0181359760< 0.1%
 
0.891479667945< 0.1%
 
-1.34566370640< 0.1%
 
0.915935599539< 0.1%
 
0.992125714636< 0.1%
 
1.0099522836< 0.1%
 
-0.708803342628< 0.1%
 
0.946121234127< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-2.8366269191< 0.1%
 
-2.8248489031< 0.1%
 
-2.8226835921< 0.1%
 
-2.8223839691< 0.1%
 
-2.8148976361< 0.1%
 
ValueCountFrequency (%) 
4.022865891< 0.1%
 
4.0163418171< 0.1%
 
4.0144443851< 0.1%
 
3.9982936781< 0.1%
 
3.990645951< 0.1%
 

V25
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0922743966004002
Minimum-10.2953970749851
Maximum7.51958867870916
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-10.29539707
5-th percentile-0.6795934465
Q1-0.1959314256
median0.1356765969
Q30.3994582316
95-th percentile0.7532381292
Maximum7.519588679
Range17.81498575
Interquartile range (IQR)0.5953896572

Descriptive statistics

Standard deviation0.465508913
Coefficient of variation (CV)5.044832913
Kurtosis5.932474397
Mean0.0922743966
Median Absolute Deviation (MAD)0.2951837658
Skewness-0.5673382216
Sum15768.21799
Variance0.2166985481
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.186422945777< 0.1%
 
0.36662430776< 0.1%
 
0.663574772560< 0.1%
 
0.730240364345< 0.1%
 
0.510304957140< 0.1%
 
0.730073040139< 0.1%
 
0.369398160136< 0.1%
 
0.233730179936< 0.1%
 
0.393031704828< 0.1%
 
0.369712916527< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-10.295397071< 0.1%
 
-7.4957411041< 0.1%
 
-7.0813253461< 0.1%
 
-7.0257831821< 0.1%
 
-6.0350542681< 0.1%
 
ValueCountFrequency (%) 
7.5195886791< 0.1%
 
5.5415975951< 0.1%
 
5.5250927041< 0.1%
 
5.5211395651< 0.1%
 
5.4738853571< 0.1%
 

V26
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.012610497430741375
Minimum-2.60455055280817
Maximum3.5173456116238
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-2.604550553
5-th percentile-0.6732413725
Q1-0.3303444346
median-0.05896472591
Q30.2729444215
95-th percentile0.9805590002
Maximum3.517345612
Range6.121896164
Interquartile range (IQR)0.6032888561

Descriptive statistics

Standard deviation0.4906687514
Coefficient of variation (CV)38.90954771
Kurtosis0.4257455819
Mean0.01261049743
Median Absolute Deviation (MAD)0.2867972978
Skewness0.6535453693
Sum2154.932243
Variance0.2407558236
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0965444707977< 0.1%
 
-0.39882751576< 0.1%
 
-0.671322844360< 0.1%
 
0.384013445845< 0.1%
 
-0.182673522540< 0.1%
 
0.383879417639< 0.1%
 
0.110373548636< 0.1%
 
-0.824470557436< 0.1%
 
-0.231544652628< 0.1%
 
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Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-2.6045505531< 0.1%
 
-2.5343297211< 0.1%
 
-2.241620291< 0.1%
 
-2.0685608691< 0.1%
 
-1.7329170211< 0.1%
 
ValueCountFrequency (%) 
3.5173456121< 0.1%
 
3.4632456541< 0.1%
 
3.2201783751< 0.1%
 
3.1553274731< 0.1%
 
3.1227474391< 0.1%
 

V27
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.002093776796221253
Minimum-22.5656793207827
Maximum12.1524011068287
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-22.56567932
5-th percentile-0.4136596983
Q1-0.06512476897
median0.008692655364
Q30.08972516477
95-th percentile0.3784151871
Maximum12.15240111
Range34.71808043
Interquartile range (IQR)0.1548499337

Descriptive statistics

Standard deviation0.3919501931
Coefficient of variation (CV)187.1976964
Kurtosis143.7477717
Mean0.002093776796
Median Absolute Deviation (MAD)0.07693658987
Skewness-2.930164759
Sum357.792954
Variance0.1536249538
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.0358663152977< 0.1%
 
0.0277351215176< 0.1%
 
0.0968009452360< 0.1%
 
-0.0284652724745< 0.1%
 
0.107058302540< 0.1%
 
-0.0319023040939< 0.1%
 
0.241305212636< 0.1%
 
-0.0283020664336< 0.1%
 
0.0116329946528< 0.1%
 
-0.0218366061827< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-22.565679321< 0.1%
 
-9.3909797961< 0.1%
 
-8.5676377381< 0.1%
 
-8.3583166381< 0.1%
 
-8.2609088611< 0.1%
 
ValueCountFrequency (%) 
12.152401111< 0.1%
 
11.135739841< 0.1%
 
10.507884351< 0.1%
 
9.8799030261< 0.1%
 
9.2008825671< 0.1%
 

V28
Real number (ℝ)

Distinct count165621
Unique (%)96.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.002441300574922017
Minimum-11.710895639451499
Maximum33.8478078188831
Zeros0
Zeros (%)0.0%
Memory size1.3 MiB

Quantile statistics

Minimum-11.71089564
5-th percentile-0.3310493025
Q1-0.02705485065
median0.02115129013
Q30.07830082536
95-th percentile0.2331417876
Maximum33.84780782
Range45.55870346
Interquartile range (IQR)0.105355676

Descriptive statistics

Standard deviation0.3073181481
Coefficient of variation (CV)125.8829623
Kurtosis1237.236861
Mean0.002441300575
Median Absolute Deviation (MAD)0.05332129022
Skewness9.148393066
Sum417.1792074
Variance0.09444444417
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0184945729777< 0.1%
 
-0.0602821510876< 0.1%
 
0.0286968782960< 0.1%
 
0.0361233094145< 0.1%
 
0.0718180029540< 0.1%
 
0.029849341439< 0.1%
 
0.011836306736< 0.1%
 
-0.0203586378636< 0.1%
 
0.00557910107228< 0.1%
 
0.0236383775727< 0.1%
 
Other values (165611)17042099.7%
 
ValueCountFrequency (%) 
-11.710895641< 0.1%
 
-9.6179154521< 0.1%
 
-8.4786856431< 0.1%
 
-8.4240410011< 0.1%
 
-8.3648533321< 0.1%
 
ValueCountFrequency (%) 
33.847807821< 0.1%
 
22.620072221< 0.1%
 
15.866720791< 0.1%
 
15.374949331< 0.1%
 
8.3106644051< 0.1%
 

Amount
Real number (ℝ≥0)

Distinct count25136
Unique (%)14.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean87.33692428782096
Minimum0.0
Maximum19656.53
Zeros1129
Zeros (%)0.7%
Memory size1.3 MiB

Quantile statistics

Minimum0
5-th percentile0.99
Q15.48
median21.895
Q376.7225
95-th percentile359.96
Maximum19656.53
Range19656.53
Interquartile range (IQR)71.2425

Descriptive statistics

Standard deviation245.9537264
Coefficient of variation (CV)2.816148249
Kurtosis666.0163229
Mean87.33692429
Median Absolute Deviation (MAD)20.115
Skewness15.77447084
Sum14924482.97
Variance60493.23551
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
190435.3%
 
1.9833622.0%
 
0.8928511.7%
 
9.9926641.6%
 
1518981.1%
 
1.2916551.0%
 
1016501.0%
 
0.7616501.0%
 
1.7915210.9%
 
0.9912270.7%
 
Other values (25126)14336383.9%
 
ValueCountFrequency (%) 
011290.7%
 
0.015150.3%
 
0.0247< 0.1%
 
0.031< 0.1%
 
0.046< 0.1%
 
ValueCountFrequency (%) 
19656.531< 0.1%
 
189101< 0.1%
 
12910.931< 0.1%
 
11898.091< 0.1%
 
11789.841< 0.1%
 

Class
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.3 MiB
0
170524
1
 
360
ValueCountFrequency (%) 
017052499.8%
 
13600.2%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

TimeV1V2V3V4V5V6V7V8V9V10V11V12V13V14V15V16V17V18V19V20V21V22V23V24V25V26V27V28AmountClass
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10.01.1918570.2661510.1664800.4481540.060018-0.082361-0.0788030.085102-0.255425-0.1669741.6127271.0652350.489095-0.1437720.6355580.463917-0.114805-0.183361-0.145783-0.069083-0.225775-0.6386720.101288-0.3398460.1671700.125895-0.0089830.0147242.690
21.0-1.358354-1.3401631.7732090.379780-0.5031981.8004990.7914610.247676-1.5146540.2076430.6245010.0660840.717293-0.1659462.345865-2.8900831.109969-0.121359-2.2618570.5249800.2479980.7716790.909412-0.689281-0.327642-0.139097-0.055353-0.059752378.660
31.0-0.966272-0.1852261.792993-0.863291-0.0103091.2472030.2376090.377436-1.387024-0.054952-0.2264870.1782280.507757-0.287924-0.631418-1.059647-0.6840931.965775-1.232622-0.208038-0.1083000.005274-0.190321-1.1755750.647376-0.2219290.0627230.061458123.500
42.0-1.1582330.8777371.5487180.403034-0.4071930.0959210.592941-0.2705330.8177390.753074-0.8228430.5381961.345852-1.1196700.175121-0.451449-0.237033-0.0381950.8034870.408542-0.0094310.798278-0.1374580.141267-0.2060100.5022920.2194220.21515369.990
52.0-0.4259660.9605231.141109-0.1682520.420987-0.0297280.4762010.260314-0.568671-0.3714071.3412620.359894-0.358091-0.1371340.5176170.401726-0.0581330.068653-0.0331940.084968-0.208254-0.559825-0.026398-0.371427-0.2327940.1059150.2538440.0810803.670
64.01.2296580.1410040.0453711.2026130.1918810.272708-0.0051590.0812130.464960-0.099254-1.416907-0.153826-0.7510630.1673720.050144-0.4435870.002821-0.611987-0.045575-0.219633-0.167716-0.270710-0.154104-0.7800550.750137-0.2572370.0345070.0051684.990
77.0-0.6442691.4179641.074380-0.4921990.9489340.4281181.120631-3.8078640.6153751.249376-0.6194680.2914741.757964-1.3238650.686133-0.076127-1.222127-0.3582220.324505-0.1567421.943465-1.0154550.057504-0.649709-0.415267-0.051634-1.206921-1.08533940.800
87.0-0.8942860.286157-0.113192-0.2715262.6695993.7218180.3701450.851084-0.392048-0.410430-0.705117-0.110452-0.2862540.074355-0.328783-0.210077-0.4997680.1187650.5703280.052736-0.073425-0.268092-0.2042331.0115920.373205-0.3841570.0117470.14240493.200
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Last rows

TimeV1V2V3V4V5V6V7V8V9V10V11V12V13V14V15V16V17V18V19V20V21V22V23V24V25V26V27V28AmountClass
170874120392.0-1.094415-2.733024-2.307731-1.615459-2.385195-0.3650003.958373-0.901458-3.0565500.451003-1.386464-2.208776-0.9240290.592116-0.765379-1.4262490.8569750.3229560.0876801.5686220.8099961.1765421.895096-0.0323100.0308500.173004-0.1352340.278890928.500
170875120393.0-1.1487770.950548-2.815091-2.1164903.4194912.4985580.5533231.054330-0.305002-0.041944-0.2416130.089269-0.3819351.1121090.265137-0.638162-0.333172-0.499950-0.3192600.1355130.2173740.707846-0.2278240.759831-0.1656570.1176590.5251830.3090009.170
170876120394.00.285188-1.1337200.496434-1.667897-0.209279-1.115055-0.451760-0.399554-1.7943781.544805-1.096946-1.2990100.161838-0.508821-0.046890-1.2360400.7597450.0800140.722796-0.0952930.0138780.6129330.248952-0.026261-1.486222-0.2329820.1439620.07101015.000
170877120394.0-0.8417060.4984561.099971-0.893825-0.345844-0.460915-0.1548840.6322550.413912-1.113385-1.336022-0.806740-1.8370440.4027950.0145700.618836-0.4020980.297151-1.206646-0.3553450.3922270.922249-0.1003731.097756-0.4118090.457171-0.0212410.0809389.990
170878120394.02.0852430.153914-1.9377970.4559770.457744-1.5994380.828357-0.6061840.266940-0.025940-0.7204570.7282690.4804360.523950-0.283934-0.927651-0.136301-0.6590570.148734-0.2119550.1460980.674611-0.0924850.1161840.578814-0.074287-0.049963-0.07120613.120
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170880120395.0-0.1840601.192288-0.831053-0.3791340.898165-0.4946220.780753-0.873814-0.297296-0.4975560.801451-0.261693-1.664352-0.373477-0.7474090.1654470.5951650.6190750.543861-0.3517650.755613-0.3150610.2237070.640872-1.2590950.1790310.1058840.27165817.600
170881120395.01.418125-1.676690-0.9424550.734790-0.9157070.286333-0.4202310.070484-0.4751921.0323650.4427760.376567-0.3705350.318471-0.373292-1.130296-0.4885321.883896-1.137394-0.025106-0.078157-0.4086280.0236940.628874-0.337955-0.753715-0.0022070.020888327.600
170882120396.0-1.4841330.4828010.581427-1.3669781.3573352.938535-0.0235070.8960910.6010040.0428560.6076900.7406240.348128-0.3748420.495392-0.539395-0.043058-0.979593-1.2161210.0569480.1931111.236385-0.076923-1.629365-0.0988270.7849320.5752160.26110745.900
170883120396.0-2.410892-1.264333-0.787460-0.2121521.139859-2.0302000.533818-0.194852-2.2777740.310404-1.211770-0.805137-0.5035701.1546270.260146-2.5585330.8761030.9023720.422115-0.558831-0.0766990.054816-1.2439010.1471480.9743301.3093770.083660-0.611166124.980

Duplicate rows

Most frequent

TimeV1V2V3V4V5V6V7V8V9V10V11V12V13V14V15V16V17V18V19V20V21V22V23V24V25V26V27V28AmountClasscount
14643153.0-2.0860162.2032651.6543392.941050-1.6830450.529728-1.3521621.793449-0.7236860.600365-0.982212-0.551636-1.3370000.8344031.2518620.0334551.0679780.1605100.2130870.0790020.2164440.567241-0.0353450.3702010.1573780.4403410.2102300.0905580.7609
28168207.0-13.19267112.785971-9.9066503.320337-4.8011765.760059-18.750889-37.353443-0.391540-5.0525024.406806-4.610756-1.909488-9.072711-0.226074-6.211557-6.248145-3.1492470.051576-3.49305027.202839-8.8870175.303607-0.6394350.263203-0.1088771.2695660.9394071.0016
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25164947.0-6.3733913.3017831.727041-1.5884470.1853620.2253132.958156-3.4190367.93798811.5170653.023275-0.780431-1.140067-5.8001670.406141-1.724479-2.375503-0.529306-0.1002302.947765-1.6129520.386673-0.3651570.4800750.154530-0.535606-4.790593-3.6954809.9905
25264947.0-6.3704593.3064011.724991-1.5895810.1749360.2324032.967884-3.4210057.93741311.5158803.023644-0.781401-1.140026-5.8008520.406259-1.723657-2.375979-0.529492-0.1000332.943972-1.6143320.387513-0.3643220.4802240.154904-0.535302-4.787907-3.69661612.3305
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